ghfs is a read-only FUSE filesystem that caches GitHub issues locally as markdown files, allowing AI coding agents and developers to access issue data without making API calls during tasks. The tool supports macOS and Linux, integrates with major AI assistants through project-level rules, and has shown measurable improvements in API efficiency and task completion time in testing with Claude Opus.